Here we present Singularity Hub. a framework to build and deploy Singularity containers for mobility of compute. and the singularity-python software with novel metrics for assessing reproducibility of such containers. Singularity containers make it possible for scientists and developers to package reproducible software. https://www.marcelovicente.com/product-category/amber-oil/